{"id":"W4393282851","doi":"10.1200/po.23.00654","title":"Toward Informed Selection and Interpretation of Clinical Genomic Tests in Prostate Cancer","year":2024,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"Prostate Cancer Foundation","keywords":"Context (archaeology); Personalized medicine; Precision medicine; Overdiagnosis; Cancer; Germline; Genetic testing; Prostate cancer; Medicine; Genotyping; Bioinformatics; Computational biology; Biology; Genetics; Gene; Internal medicine; Genotype","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08707377,0.0007201668,0.001098687,0.002772744,0.001337044,0.007014618,0.002147819,0.004101637,0.00138385],"category_scores_gemma":[0.1582333,0.000663201,0.0008817276,0.001264689,0.003743969,0.002975214,0.003706508,0.007436242,0.001243143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002318589,"about_ca_system_score_gemma":0.008495045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002720558,"about_ca_topic_score_gemma":0.004379843,"domain_scores_codex":[0.9226207,0.06056383,0.004894646,0.001645395,0.009172216,0.001103234],"domain_scores_gemma":[0.901754,0.072417,0.006949493,0.00514149,0.01185972,0.001878288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009577317,0.0004344966,0.08052618,0.0009919744,0.0002385775,0.004024963,0.005903969,0.007871043,0.005547212,0.05281811,0.05131677,0.7893689],"study_design_scores_gemma":[0.0004041128,0.001273133,0.07185542,0.009647664,0.0006530439,0.01238497,0.008968092,0.04692603,0.03687811,0.4756908,0.3346429,0.0006757139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08470159,0.03410478,0.5194073,0.2958363,0.003012089,0.002371797,0.0007828561,0.001465329,0.058318],"genre_scores_gemma":[0.4052552,0.01005488,0.5440494,0.03443387,0.002537015,0.001059426,0.0004120652,0.0002143501,0.001983748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08707377,"threshold_uncertainty_score":0.4604957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0799215156848305,"score_gpt":0.490778839535315,"score_spread":0.4108573238504846,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}